Click on the assignment.

From the Assignment Submissions page, select Settings.

Click Delete.

Click OK to confirm deletion.

Note: Deleting an assignment that has student submissions will cause those submissions to become orphaned. You can recover orphaned submissions from the Assignments listing page under Assignment Defaults.